{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "1ea5a8c3",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn import tree\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a1f94f63",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "### 获取数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "b0a40b10",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "new_data = pd.read_csv('../data/new_data.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "731a0bd4",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "new_data = new_data.drop('Unnamed: 0', axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "91bdcffe",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 75552 entries, 0 to 75551\n",
      "Data columns (total 14 columns):\n",
      " #   Column                Non-Null Count  Dtype  \n",
      "---  ------                --------------  -----  \n",
      " 0   value                 75552 non-null  float64\n",
      " 1   weather_status        75552 non-null  float64\n",
      " 2   temperature           75552 non-null  float64\n",
      " 3   humidity              75552 non-null  float64\n",
      " 4   wind_speed            75552 non-null  float64\n",
      " 5   wind_direction_angle  75552 non-null  float64\n",
      " 6   pressure              75552 non-null  float64\n",
      " 7   visibility            75552 non-null  float64\n",
      " 8   precipitation         75552 non-null  float64\n",
      " 9   light                 75552 non-null  float64\n",
      " 10  holiday               75552 non-null  float64\n",
      " 11  minute                75552 non-null  float64\n",
      " 12  week                  75552 non-null  float64\n",
      " 13  year                  75552 non-null  float64\n",
      "dtypes: float64(14)\n",
      "memory usage: 8.1 MB\n"
     ]
    }
   ],
   "source": [
    "new_data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "d9edfa9c",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "new_data = new_data.astype(np.float32)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "d7cfbf45",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 75552 entries, 0 to 75551\n",
      "Data columns (total 14 columns):\n",
      " #   Column                Non-Null Count  Dtype  \n",
      "---  ------                --------------  -----  \n",
      " 0   value                 75552 non-null  float32\n",
      " 1   weather_status        75552 non-null  float32\n",
      " 2   temperature           75552 non-null  float32\n",
      " 3   humidity              75552 non-null  float32\n",
      " 4   wind_speed            75552 non-null  float32\n",
      " 5   wind_direction_angle  75552 non-null  float32\n",
      " 6   pressure              75552 non-null  float32\n",
      " 7   visibility            75552 non-null  float32\n",
      " 8   precipitation         75552 non-null  float32\n",
      " 9   light                 75552 non-null  float32\n",
      " 10  holiday               75552 non-null  float32\n",
      " 11  minute                75552 non-null  float32\n",
      " 12  week                  75552 non-null  float32\n",
      " 13  year                  75552 non-null  float32\n",
      "dtypes: float32(14)\n",
      "memory usage: 4.0 MB\n"
     ]
    }
   ],
   "source": [
    "new_data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "ff3d7556",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2400x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 2021-1-1到2021-2-9\n",
    "plt.figure(figsize=(30, 10), dpi=80)\n",
    "\n",
    "X = np.linspace(1, 41, 96*40, endpoint=True)\n",
    "plt.plot(X, np.array(new_data['value'])[: 96*40], color='green')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "a4066adb",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2400x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 2022-2-1到2022-2-28\n",
    "plt.figure(figsize=(30, 10), dpi=80)\n",
    "\n",
    "X = np.linspace(1, 29, 96*28, endpoint=True)\n",
    "plt.plot(X, np.array(new_data['value'])[38016: 38016+96*28], color='green')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "6551bc80",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "数据总长度：70560，切片范围：[67488, 70560)\n",
      "y_slice 长度：3072\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2400x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# # 2023-1-20到2023-2-20\n",
    "# plt.figure(figsize=(30, 10), dpi=80)\n",
    "\n",
    "# X = np.linspace(1, 33, 96*32, endpoint=True)\n",
    "# plt.plot(X, np.array(new_data['value'])[71904: 71904+96*32], color='green')\n",
    "# plt.show()\n",
    "# 2023年1-2月数据（假设从数据末尾往前推32天）\n",
    "days = 32\n",
    "points_per_day = 96\n",
    "start_idx = max(0, len(new_data['value']) - days * points_per_day)  # 从末尾倒推\n",
    "end_idx = len(new_data['value'])  # 到数据末尾\n",
    "\n",
    "# 验证切片范围\n",
    "print(f\"数据总长度：{len(new_data['value'])}，切片范围：[{start_idx}, {end_idx})\")\n",
    "\n",
    "# 执行切片\n",
    "y_slice = np.array(new_data['value'])[start_idx:end_idx]\n",
    "print(f\"y_slice 长度：{len(y_slice)}\")\n",
    "\n",
    "# 动态生成 X 轴（与 y 长度匹配）\n",
    "X = np.linspace(1, days + 1, len(y_slice), endpoint=True)  # 从1到33天\n",
    "\n",
    "# 绘图\n",
    "if len(y_slice) > 0:\n",
    "    plt.figure(figsize=(30, 10), dpi=80)\n",
    "    plt.plot(X, y_slice, color='green')\n",
    "    plt.title('2023年1-2月电力负荷')\n",
    "    plt.show()\n",
    "else:\n",
    "    print(\"错误：切片结果为空，请检查索引范围！\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "168abb71",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "2021年、2022年、2023年年初电力负荷均出现了明显的先下降后上升过程，但原因不明，需要和电力公司沟通，了解原因。因此在模型训练和测试时选择将这段时间的数据忽略。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "94fa904c",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "删去2021-1-21到2021-2-6，2022-2-9到2022-2-24，2023-1-26到2023-2-13的数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "9d371b33",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "drop_index = [i for i in range(1920, 3552)] + [i for i in range(38784, 40320)] + [i for i in range(72480, 74304)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "2e93663d",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "new_data = new_data.drop(drop_index, axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "a35a38ca",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 70560 entries, 0 to 75551\n",
      "Data columns (total 14 columns):\n",
      " #   Column                Non-Null Count  Dtype  \n",
      "---  ------                --------------  -----  \n",
      " 0   value                 70560 non-null  float32\n",
      " 1   weather_status        70560 non-null  float32\n",
      " 2   temperature           70560 non-null  float32\n",
      " 3   humidity              70560 non-null  float32\n",
      " 4   wind_speed            70560 non-null  float32\n",
      " 5   wind_direction_angle  70560 non-null  float32\n",
      " 6   pressure              70560 non-null  float32\n",
      " 7   visibility            70560 non-null  float32\n",
      " 8   precipitation         70560 non-null  float32\n",
      " 9   light                 70560 non-null  float32\n",
      " 10  holiday               70560 non-null  float32\n",
      " 11  minute                70560 non-null  float32\n",
      " 12  week                  70560 non-null  float32\n",
      " 13  year                  70560 non-null  float32\n",
      "dtypes: float32(14)\n",
      "memory usage: 4.3 MB\n"
     ]
    }
   ],
   "source": [
    "new_data.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dca19037",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "**所有数据用于决策树的训练**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "61c2c6f5",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "Xtrain = np.array(new_data.drop('value', axis=1))\n",
    "Ytrain = np.array(new_data['value'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "0cf73838",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "clf1 = tree.DecisionTreeRegressor(criterion=\"squared_error\")\n",
    "clf2 = tree.DecisionTreeRegressor(criterion=\"squared_error\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "4e6af0fb",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "clf1 = clf1.fit(Xtrain, Ytrain)\n",
    "clf2 = clf2.fit(Xtrain, Ytrain)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "b4bd7724",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.0"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clf1.score(Xtrain, Ytrain)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "a45b8791",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.0"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clf2.score(Xtrain, Ytrain)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "82c4cccd",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "#clf.feature_importances_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "5fccff9d",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "feature_name = ['weather_status', 'temperature', 'humidity(湿度)', 'wind_speed', 'wind_direction_angle', 'pressure', 'visibility(可见度)', 'precipitation(降水)',\n",
    "                'light', 'holiday', 'minute', 'week', 'year']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "2c0d21e9",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th>minute</th>\n",
       "      <td>0.519743</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>temperature</th>\n",
       "      <td>0.160394</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week</th>\n",
       "      <td>0.074406</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>humidity(湿度)</th>\n",
       "      <td>0.054390</td>\n",
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       "    <tr>\n",
       "      <th>year</th>\n",
       "      <td>0.052506</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>holiday</th>\n",
       "      <td>0.042241</td>\n",
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       "      <th>visibility(可见度)</th>\n",
       "      <td>0.030242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pressure</th>\n",
       "      <td>0.026985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>light</th>\n",
       "      <td>0.012418</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wind_speed</th>\n",
       "      <td>0.010146</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wind_direction_angle</th>\n",
       "      <td>0.009601</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>weather_status</th>\n",
       "      <td>0.005638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>precipitation(降水)</th>\n",
       "      <td>0.001291</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             1\n",
       "0                             \n",
       "minute                0.519743\n",
       "temperature           0.160394\n",
       "week                  0.074406\n",
       "humidity(湿度)          0.054390\n",
       "year                  0.052506\n",
       "holiday               0.042241\n",
       "visibility(可见度)       0.030242\n",
       "pressure              0.026985\n",
       "light                 0.012418\n",
       "wind_speed            0.010146\n",
       "wind_direction_angle  0.009601\n",
       "weather_status        0.005638\n",
       "precipitation(降水)     0.001291"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.DataFrame(zip(feature_name, clf1.feature_importances_)).set_index(0).sort_values(by=1, ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "b25e2e53",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>1</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>minute</th>\n",
       "      <td>0.520141</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>temperature</th>\n",
       "      <td>0.159917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week</th>\n",
       "      <td>0.074446</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>humidity(湿度)</th>\n",
       "      <td>0.054727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>year</th>\n",
       "      <td>0.052573</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>holiday</th>\n",
       "      <td>0.042247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>visibility(可见度)</th>\n",
       "      <td>0.029840</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pressure</th>\n",
       "      <td>0.027440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>light</th>\n",
       "      <td>0.012741</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wind_speed</th>\n",
       "      <td>0.009774</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wind_direction_angle</th>\n",
       "      <td>0.009752</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>weather_status</th>\n",
       "      <td>0.005521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>precipitation(降水)</th>\n",
       "      <td>0.000881</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             1\n",
       "0                             \n",
       "minute                0.520141\n",
       "temperature           0.159917\n",
       "week                  0.074446\n",
       "humidity(湿度)          0.054727\n",
       "year                  0.052573\n",
       "holiday               0.042247\n",
       "visibility(可见度)       0.029840\n",
       "pressure              0.027440\n",
       "light                 0.012741\n",
       "wind_speed            0.009774\n",
       "wind_direction_angle  0.009752\n",
       "weather_status        0.005521\n",
       "precipitation(降水)     0.000881"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.DataFrame(zip(feature_name, clf2.feature_importances_)).set_index(0).sort_values(by=1, ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "405f60bf",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "**2021年和2022年的数据作为训练集，2023年的数据作为测试集**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "3d404be9",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "train = new_data.loc[:70079]\n",
    "test = new_data.loc[70080:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "f669c8c9",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "Xtrain = np.array(train.drop('value', axis=1))\n",
    "Ytrain = np.array(train['value'])\n",
    "Xtest = np.array(test.drop('value', axis=1))\n",
    "Ytest = np.array(test['value'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "c1a4883d",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "66912\n",
      "3648\n"
     ]
    }
   ],
   "source": [
    "print(len(train))\n",
    "print(len(test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "4518640d",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "38.0"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "3648/96"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "62ba2053",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "clf3 = tree.DecisionTreeRegressor(criterion=\"squared_error\")\n",
    "clf3 = clf3.fit(Xtrain, Ytrain)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "633f45a5",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>1</th>\n",
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       "    <tr>\n",
       "      <th>0</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>minute</th>\n",
       "      <td>0.511706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>temperature</th>\n",
       "      <td>0.165325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week</th>\n",
       "      <td>0.077187</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>humidity(湿度)</th>\n",
       "      <td>0.055416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>year</th>\n",
       "      <td>0.051855</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>holiday</th>\n",
       "      <td>0.041554</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>visibility(可见度)</th>\n",
       "      <td>0.030861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pressure</th>\n",
       "      <td>0.026587</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>light</th>\n",
       "      <td>0.012538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wind_speed</th>\n",
       "      <td>0.010405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>wind_direction_angle</th>\n",
       "      <td>0.009513</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>weather_status</th>\n",
       "      <td>0.006034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>precipitation(降水)</th>\n",
       "      <td>0.001019</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             1\n",
       "0                             \n",
       "minute                0.511706\n",
       "temperature           0.165325\n",
       "week                  0.077187\n",
       "humidity(湿度)          0.055416\n",
       "year                  0.051855\n",
       "holiday               0.041554\n",
       "visibility(可见度)       0.030861\n",
       "pressure              0.026587\n",
       "light                 0.012538\n",
       "wind_speed            0.010405\n",
       "wind_direction_angle  0.009513\n",
       "weather_status        0.006034\n",
       "precipitation(降水)     0.001019"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.DataFrame(zip(feature_name, clf3.feature_importances_)).set_index(0).sort_values(by=1, ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "4f26b62a",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.6929981087328428"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clf3.score(Xtest, Ytest)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "f55d72ed",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([2395.90625   , 2395.90625   , 2395.90625   , ..., 5394.65869141,\n",
       "       5310.05908203, 5270.03369141])"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pred = clf3.predict(Xtest)\n",
    "pred"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "a21ff2fe",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "APE = abs(pred - Ytest) / Ytest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "e81b8454",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.10809588530369675"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# MAPE\n",
    "sum(APE) / len(APE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "1f6077f5",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4.330354347397385e-06, 1.061837995491007)"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "min(APE), max(APE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "a50ee1c6",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(data=APE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "572cd579",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 0.4)"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(data=APE)\n",
    "plt.ylim(0, 0.4)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ad24d71f",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "**2021年、2022年前11个月和2023年的数据作为训练集，2022年12月的数据作为测试集(作为与其他模型性能的对比)**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "a595c220",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 70560 entries, 0 to 75551\n",
      "Data columns (total 9 columns):\n",
      " #   Column       Non-Null Count  Dtype  \n",
      "---  ------       --------------  -----  \n",
      " 0   value        70560 non-null  float32\n",
      " 1   temperature  70560 non-null  float32\n",
      " 2   humidity     70560 non-null  float32\n",
      " 3   pressure     70560 non-null  float32\n",
      " 4   visibility   70560 non-null  float32\n",
      " 5   holiday      70560 non-null  float32\n",
      " 6   minute       70560 non-null  float32\n",
      " 7   week         70560 non-null  float32\n",
      " 8   year         70560 non-null  float32\n",
      "dtypes: float32(9)\n",
      "memory usage: 5.0 MB\n"
     ]
    }
   ],
   "source": [
    "new_data = new_data.drop(['light', 'wind_speed', 'wind_direction_angle', 'weather_status', 'precipitation'], axis=1)\n",
    "new_data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "b3104ba9",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "train = pd.concat([new_data.loc[:67103], new_data.loc[70080:]], axis=0)\n",
    "test = new_data.loc[67104:70079]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "499cc223",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "Xtrain = np.array(train.drop('value', axis=1))\n",
    "Ytrain = np.array(train['value'])\n",
    "Xtest = np.array(test.drop('value', axis=1))\n",
    "Ytest = np.array(test['value'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "ea1d6026",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "clf4 = tree.DecisionTreeRegressor(criterion=\"squared_error\")\n",
    "clf4 = clf4.fit(Xtrain, Ytrain)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "5516d2cb",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "feature_name = ['temperature', 'humidity', 'pressure', 'visibility', 'holiday', 'minute', 'week', 'year']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "62c13167",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>1</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>minute</th>\n",
       "      <td>0.520055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>temperature</th>\n",
       "      <td>0.173994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>week</th>\n",
       "      <td>0.077940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>humidity</th>\n",
       "      <td>0.060878</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>year</th>\n",
       "      <td>0.051613</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>holiday</th>\n",
       "      <td>0.041522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>visibility</th>\n",
       "      <td>0.037336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pressure</th>\n",
       "      <td>0.036662</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    1\n",
       "0                    \n",
       "minute       0.520055\n",
       "temperature  0.173994\n",
       "week         0.077940\n",
       "humidity     0.060878\n",
       "year         0.051613\n",
       "holiday      0.041522\n",
       "visibility   0.037336\n",
       "pressure     0.036662"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.DataFrame(zip(feature_name, clf4.feature_importances_)).set_index(0).sort_values(by=1, ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "08207298",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.6830727616747405"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clf4.score(Xtest, Ytest)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "9adb2d3f",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "pred = clf4.predict(Xtest)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "c33b9afc",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "APE = abs(pred - Ytest) / Ytest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "e9eb4a1b",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "# 保存列表\n",
    "np.save('tree_mape', APE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "d75ddd84",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.09167217789350864"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# MAPE\n",
    "sum(APE) / len(APE) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "d2f64427",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(data=APE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "2e64371e",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 0.2)"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(data=APE)\n",
    "plt.ylim(0, 0.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "6c207f3b",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.4876765938535674, 0.00010957837313336104)"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "max(APE), min(APE)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a7ee1f8c",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "根据上图的特征重要性，神经网络模型训练时，删去light、wind_speed、wind_direction_angle、weather_status、precipitation这5个特征。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "91043a3d",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "年份的重要性在0.052左右，是一个不可忽视的因素。由于数据集只有2021年、2022年和2023年前2个月的数据，若模型用2021和2022年的数据训练，预测2023年2个月\n",
    "的负荷，则模型对年份特征的掌握情况还不够好，我期望的是有过去3年以上的数据来预测下一年的负荷。因此，模型使用2021年、2022年前11个月、2023年的数据训练，\n",
    "预测2022年12月的负荷。"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "pytorch",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
